| Improving Stain Invariance of CNNs for Segmentation by Fusing Channel Attention and Domain-Adversarial Training | Apr 22, 2023 | Semantic Segmentationwhole slide images | CodeCode Available | 1 |
| Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction | Apr 13, 2023 | PrognosisSurvival Prediction | CodeCode Available | 1 |
| Cross-scale Multi-instance Learning for Pathological Image Diagnosis | Apr 1, 2023 | whole slide images | CodeCode Available | 1 |
| CoNIC Challenge: Pushing the Frontiers of Nuclear Detection, Segmentation, Classification and Counting | Mar 11, 2023 | Nuclear SegmentationSegmentation | CodeCode Available | 1 |
| Efficient subtyping of ovarian cancer histopathology whole slide images using active sampling in multiple instance learning | Feb 17, 2023 | ClassificationCPU | CodeCode Available | 1 |
| AdvMIL: Adversarial Multiple Instance Learning for the Survival Analysis on Whole-Slide Images | Dec 13, 2022 | Multiple Instance LearningPrognosis | CodeCode Available | 1 |
| Giga-SSL: Self-Supervised Learning for Gigapixel Images | Dec 6, 2022 | Multiple Instance LearningSelf-Supervised Learning | CodeCode Available | 1 |
| RLogist: Fast Observation Strategy on Whole-slide Images with Deep Reinforcement Learning | Dec 4, 2022 | BenchmarkingDecision Making | CodeCode Available | 1 |
| Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image Segmentation | Nov 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs | Nov 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Iterative Patch Selection for High-Resolution Image Recognition | Oct 24, 2022 | Autonomous DrivingGPU | CodeCode Available | 1 |
| Valuing Vicinity: Memory attention framework for context-based semantic segmentation in histopathology | Oct 21, 2022 | DecoderSegmentation | CodeCode Available | 1 |
| Region-guided CycleGANs for Stain Transfer in Whole Slide Images | Aug 26, 2022 | whole slide images | CodeCode Available | 1 |
| Cross-scale Attention Guided Multi-instance Learning for Crohn's Disease Diagnosis with Pathological Images | Aug 15, 2022 | whole slide images | CodeCode Available | 1 |
| Gigapixel Whole-Slide Images Classification using Locally Supervised Learning | Jul 17, 2022 | ClassificationGPU | CodeCode Available | 1 |
| ImageBox3: No-Server Tile Serving to Traverse Whole Slide Images on the Web | Jul 4, 2022 | whole slide images | CodeCode Available | 1 |
| Multiple Instance Learning with Mixed Supervision in Gleason Grading | Jun 26, 2022 | Multiple Instance Learningwhole slide images | CodeCode Available | 1 |
| DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification | Jun 17, 2022 | Classificationimage-classification | CodeCode Available | 1 |
| Incorporating intratumoral heterogeneity into weakly-supervised deep learning models via variance pooling | Jun 17, 2022 | Survival Predictionwhole slide images | CodeCode Available | 1 |
| DSCA: A Dual-Stream Network with Cross-Attention on Whole-Slide Image Pyramids for Cancer Prognosis | Jun 12, 2022 | Prognosiswhole slide images | CodeCode Available | 1 |
| Local Attention Graph-based Transformer for Multi-target Genetic Alteration Prediction | May 13, 2022 | Inductive BiasMultiple Instance Learning | CodeCode Available | 1 |
| Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides | May 4, 2022 | Community DetectionRepresentation Learning | CodeCode Available | 1 |
| MultiPathGAN: Structure Preserving Stain Normalization using Unsupervised Multi-domain Adversarial Network with Perception Loss | Apr 20, 2022 | Image Enhancementwhole slide images | CodeCode Available | 1 |
| Deep Interactive Learning-based ovarian cancer segmentation of H&E-stained whole slide images to study morphological patterns of BRCA mutation | Mar 28, 2022 | Deep LearningSegmentation | CodeCode Available | 1 |
| Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning | Mar 23, 2022 | Multiple Instance LearningSelf-Supervised Learning | CodeCode Available | 1 |